{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "enormous-dairy",
   "metadata": {},
   "source": [
    "## 习题 1.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "lesser-endorsement",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X.序号 省市区 X11月 X1.11月"
     ]
    }
   ],
   "source": [
    "data <- read.csv(\"./ex_1_4.csv\")\n",
    "cat(names(data))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "driven-nelson",
   "metadata": {},
   "source": [
    "设「11月」为 $X_1$, 「1～11月」为 $X_2$："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "mediterranean-president",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 31 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Province</th><th scope=col>X1</th><th scope=col>X2</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>北京      </td><td>35.22</td><td> 499.80</td></tr>\n",
       "\t<tr><td>天津      </td><td>10.41</td><td> 161.37</td></tr>\n",
       "\t<tr><td>河北      </td><td>17.22</td><td> 273.29</td></tr>\n",
       "\t<tr><td>山西      </td><td>10.70</td><td> 134.79</td></tr>\n",
       "\t<tr><td>内蒙古</td><td>10.29</td><td>  90.92</td></tr>\n",
       "\t<tr><td>辽宁      </td><td>18.66</td><td> 348.99</td></tr>\n",
       "\t<tr><td>吉林      </td><td> 4.41</td><td> 106.89</td></tr>\n",
       "\t<tr><td>黑龙江</td><td> 6.24</td><td> 196.44</td></tr>\n",
       "\t<tr><td>上海      </td><td>49.72</td><td> 656.95</td></tr>\n",
       "\t<tr><td>江苏      </td><td>47.70</td><td> 580.70</td></tr>\n",
       "\t<tr><td>浙江      </td><td>36.55</td><td> 518.10</td></tr>\n",
       "\t<tr><td>安徽      </td><td>14.85</td><td> 179.41</td></tr>\n",
       "\t<tr><td>福建      </td><td>19.46</td><td> 250.16</td></tr>\n",
       "\t<tr><td>江西      </td><td>10.93</td><td> 122.06</td></tr>\n",
       "\t<tr><td>山东      </td><td>40.26</td><td> 552.74</td></tr>\n",
       "\t<tr><td>河南      </td><td>19.82</td><td> 268.20</td></tr>\n",
       "\t<tr><td>湖北      </td><td>19.49</td><td> 221.43</td></tr>\n",
       "\t<tr><td>湖南      </td><td>16.01</td><td> 197.68</td></tr>\n",
       "\t<tr><td>广东      </td><td>99.32</td><td>1080.26</td></tr>\n",
       "\t<tr><td>广西      </td><td>14.77</td><td> 160.60</td></tr>\n",
       "\t<tr><td>海南      </td><td> 3.96</td><td>  39.51</td></tr>\n",
       "\t<tr><td>重庆      </td><td>10.49</td><td> 111.76</td></tr>\n",
       "\t<tr><td>四川      </td><td>21.71</td><td> 250.09</td></tr>\n",
       "\t<tr><td>贵州      </td><td>13.06</td><td>  95.87</td></tr>\n",
       "\t<tr><td>云南      </td><td>20.34</td><td> 183.62</td></tr>\n",
       "\t<tr><td>西藏      </td><td> 0.77</td><td>   6.08</td></tr>\n",
       "\t<tr><td>陕西      </td><td>11.38</td><td> 133.50</td></tr>\n",
       "\t<tr><td>甘肃      </td><td> 3.66</td><td>  64.86</td></tr>\n",
       "\t<tr><td>青海      </td><td> 1.21</td><td>  18.30</td></tr>\n",
       "\t<tr><td>宁夏      </td><td> 2.31</td><td>  23.81</td></tr>\n",
       "\t<tr><td>新疆      </td><td> 3.24</td><td> 103.81</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 31 × 3\n",
       "\\begin{tabular}{lll}\n",
       " Province & X1 & X2\\\\\n",
       " <chr> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 北京       & 35.22 &  499.80\\\\\n",
       "\t 天津       & 10.41 &  161.37\\\\\n",
       "\t 河北       & 17.22 &  273.29\\\\\n",
       "\t 山西       & 10.70 &  134.79\\\\\n",
       "\t 内蒙古 & 10.29 &   90.92\\\\\n",
       "\t 辽宁       & 18.66 &  348.99\\\\\n",
       "\t 吉林       &  4.41 &  106.89\\\\\n",
       "\t 黑龙江 &  6.24 &  196.44\\\\\n",
       "\t 上海       & 49.72 &  656.95\\\\\n",
       "\t 江苏       & 47.70 &  580.70\\\\\n",
       "\t 浙江       & 36.55 &  518.10\\\\\n",
       "\t 安徽       & 14.85 &  179.41\\\\\n",
       "\t 福建       & 19.46 &  250.16\\\\\n",
       "\t 江西       & 10.93 &  122.06\\\\\n",
       "\t 山东       & 40.26 &  552.74\\\\\n",
       "\t 河南       & 19.82 &  268.20\\\\\n",
       "\t 湖北       & 19.49 &  221.43\\\\\n",
       "\t 湖南       & 16.01 &  197.68\\\\\n",
       "\t 广东       & 99.32 & 1080.26\\\\\n",
       "\t 广西       & 14.77 &  160.60\\\\\n",
       "\t 海南       &  3.96 &   39.51\\\\\n",
       "\t 重庆       & 10.49 &  111.76\\\\\n",
       "\t 四川       & 21.71 &  250.09\\\\\n",
       "\t 贵州       & 13.06 &   95.87\\\\\n",
       "\t 云南       & 20.34 &  183.62\\\\\n",
       "\t 西藏       &  0.77 &    6.08\\\\\n",
       "\t 陕西       & 11.38 &  133.50\\\\\n",
       "\t 甘肃       &  3.66 &   64.86\\\\\n",
       "\t 青海       &  1.21 &   18.30\\\\\n",
       "\t 宁夏       &  2.31 &   23.81\\\\\n",
       "\t 新疆       &  3.24 &  103.81\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 31 × 3\n",
       "\n",
       "| Province &lt;chr&gt; | X1 &lt;dbl&gt; | X2 &lt;dbl&gt; |\n",
       "|---|---|---|\n",
       "| 北京       | 35.22 |  499.80 |\n",
       "| 天津       | 10.41 |  161.37 |\n",
       "| 河北       | 17.22 |  273.29 |\n",
       "| 山西       | 10.70 |  134.79 |\n",
       "| 内蒙古 | 10.29 |   90.92 |\n",
       "| 辽宁       | 18.66 |  348.99 |\n",
       "| 吉林       |  4.41 |  106.89 |\n",
       "| 黑龙江 |  6.24 |  196.44 |\n",
       "| 上海       | 49.72 |  656.95 |\n",
       "| 江苏       | 47.70 |  580.70 |\n",
       "| 浙江       | 36.55 |  518.10 |\n",
       "| 安徽       | 14.85 |  179.41 |\n",
       "| 福建       | 19.46 |  250.16 |\n",
       "| 江西       | 10.93 |  122.06 |\n",
       "| 山东       | 40.26 |  552.74 |\n",
       "| 河南       | 19.82 |  268.20 |\n",
       "| 湖北       | 19.49 |  221.43 |\n",
       "| 湖南       | 16.01 |  197.68 |\n",
       "| 广东       | 99.32 | 1080.26 |\n",
       "| 广西       | 14.77 |  160.60 |\n",
       "| 海南       |  3.96 |   39.51 |\n",
       "| 重庆       | 10.49 |  111.76 |\n",
       "| 四川       | 21.71 |  250.09 |\n",
       "| 贵州       | 13.06 |   95.87 |\n",
       "| 云南       | 20.34 |  183.62 |\n",
       "| 西藏       |  0.77 |    6.08 |\n",
       "| 陕西       | 11.38 |  133.50 |\n",
       "| 甘肃       |  3.66 |   64.86 |\n",
       "| 青海       |  1.21 |   18.30 |\n",
       "| 宁夏       |  2.31 |   23.81 |\n",
       "| 新疆       |  3.24 |  103.81 |\n",
       "\n"
      ],
      "text/plain": [
       "   Province           X1    X2     \n",
       "1  \\u5317\\u4eac       35.22  499.80\n",
       "2  \\u5929\\u6d25       10.41  161.37\n",
       "3  \\u6cb3\\u5317       17.22  273.29\n",
       "4  \\u5c71\\u897f       10.70  134.79\n",
       "5  \\u5185\\u8499\\u53e4 10.29   90.92\n",
       "6  \\u8fbd\\u5b81       18.66  348.99\n",
       "7  \\u5409\\u6797        4.41  106.89\n",
       "8  \\u9ed1\\u9f99\\u6c5f  6.24  196.44\n",
       "9  \\u4e0a\\u6d77       49.72  656.95\n",
       "10 \\u6c5f\\u82cf       47.70  580.70\n",
       "11 \\u6d59\\u6c5f       36.55  518.10\n",
       "12 \\u5b89\\u5fbd       14.85  179.41\n",
       "13 \\u798f\\u5efa       19.46  250.16\n",
       "14 \\u6c5f\\u897f       10.93  122.06\n",
       "15 \\u5c71\\u4e1c       40.26  552.74\n",
       "16 \\u6cb3\\u5357       19.82  268.20\n",
       "17 \\u6e56\\u5317       19.49  221.43\n",
       "18 \\u6e56\\u5357       16.01  197.68\n",
       "19 \\u5e7f\\u4e1c       99.32 1080.26\n",
       "20 \\u5e7f\\u897f       14.77  160.60\n",
       "21 \\u6d77\\u5357        3.96   39.51\n",
       "22 \\u91cd\\u5e86       10.49  111.76\n",
       "23 \\u56db\\u5ddd       21.71  250.09\n",
       "24 \\u8d35\\u5dde       13.06   95.87\n",
       "25 \\u4e91\\u5357       20.34  183.62\n",
       "26 \\u897f\\u85cf        0.77    6.08\n",
       "27 \\u9655\\u897f       11.38  133.50\n",
       "28 \\u7518\\u8083        3.66   64.86\n",
       "29 \\u9752\\u6d77        1.21   18.30\n",
       "30 \\u5b81\\u590f        2.31   23.81\n",
       "31 \\u65b0\\u7586        3.24  103.81"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data <- data[-1]  # remove \"序号\" col\n",
    "names(data) <- c(\"Province\", \"X1\", \"X2\")\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "arctic-tutorial",
   "metadata": {},
   "outputs": [],
   "source": [
    "attach(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fresh-wallpaper",
   "metadata": {},
   "source": [
    "### (1) 均值、方差、标准差、变异系数、偏度、峰度"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "economic-manitoba",
   "metadata": {},
   "source": [
    "调用库完成："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "weekly-insulin",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A psych: 2 × 13</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>vars</th><th scope=col>n</th><th scope=col>mean</th><th scope=col>sd</th><th scope=col>median</th><th scope=col>trimmed</th><th scope=col>mad</th><th scope=col>min</th><th scope=col>max</th><th scope=col>range</th><th scope=col>skew</th><th scope=col>kurtosis</th><th scope=col>se</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>X1</th><td>1</td><td>31</td><td> 19.16645</td><td> 19.79977</td><td> 14.77</td><td> 15.7252</td><td>  8.258082</td><td>0.77</td><td>  99.32</td><td>  98.55</td><td>2.515352</td><td>8.266989</td><td> 3.556143</td></tr>\n",
       "\t<tr><th scope=row>X2</th><td>2</td><td>31</td><td>246.19323</td><td>232.97210</td><td>179.41</td><td>210.6356</td><td>123.856404</td><td>6.08</td><td>1080.26</td><td>1074.18</td><td>1.915957</td><td>4.385233</td><td>41.843024</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A psych: 2 × 13\n",
       "\\begin{tabular}{r|lllllllllllll}\n",
       "  & vars & n & mean & sd & median & trimmed & mad & min & max & range & skew & kurtosis & se\\\\\n",
       "  & <int> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\tX1 & 1 & 31 &  19.16645 &  19.79977 &  14.77 &  15.7252 &   8.258082 & 0.77 &   99.32 &   98.55 & 2.515352 & 8.266989 &  3.556143\\\\\n",
       "\tX2 & 2 & 31 & 246.19323 & 232.97210 & 179.41 & 210.6356 & 123.856404 & 6.08 & 1080.26 & 1074.18 & 1.915957 & 4.385233 & 41.843024\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A psych: 2 × 13\n",
       "\n",
       "| <!--/--> | vars &lt;int&gt; | n &lt;dbl&gt; | mean &lt;dbl&gt; | sd &lt;dbl&gt; | median &lt;dbl&gt; | trimmed &lt;dbl&gt; | mad &lt;dbl&gt; | min &lt;dbl&gt; | max &lt;dbl&gt; | range &lt;dbl&gt; | skew &lt;dbl&gt; | kurtosis &lt;dbl&gt; | se &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| X1 | 1 | 31 |  19.16645 |  19.79977 |  14.77 |  15.7252 |   8.258082 | 0.77 |   99.32 |   98.55 | 2.515352 | 8.266989 |  3.556143 |\n",
       "| X2 | 2 | 31 | 246.19323 | 232.97210 | 179.41 | 210.6356 | 123.856404 | 6.08 | 1080.26 | 1074.18 | 1.915957 | 4.385233 | 41.843024 |\n",
       "\n"
      ],
      "text/plain": [
       "   vars n  mean      sd        median trimmed  mad        min  max     range  \n",
       "X1 1    31  19.16645  19.79977  14.77  15.7252   8.258082 0.77   99.32   98.55\n",
       "X2 2    31 246.19323 232.97210 179.41 210.6356 123.856404 6.08 1080.26 1074.18\n",
       "   skew     kurtosis se       \n",
       "X1 2.515352 8.266989  3.556143\n",
       "X2 1.915957 4.385233 41.843024"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(psych)\n",
    "describe(data[-1], type=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "alternate-active",
   "metadata": {},
   "source": [
    "手动实现："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "aggressive-tampa",
   "metadata": {},
   "outputs": [],
   "source": [
    "describes <- function(df) {\n",
    "    cv <- function(x) sd(x)/mean(x)  # 变异系数\n",
    "\n",
    "    g1 <- function(x) {  # 偏度\n",
    "        n <- length(x)\n",
    "        A <- n / ((n-1) * (n-2))\n",
    "        B <- 1 / sd(x)^3\n",
    "        S <- sum((x - mean(x))^3)\n",
    "        A * B * S\n",
    "    }\n",
    "\n",
    "    g2 <- function(x) {  # 峰度\n",
    "        n <- length(x)\n",
    "        A <- (n * (n+1)) / ((n-1) * (n-2) * (n-3))\n",
    "        B <- 1 / sd(x)^4\n",
    "        S <- sum((x - mean(x))^4)\n",
    "        C <- (3 * (n-1)^2) / ((n-2) * (n-3))\n",
    "        A * B * S - C\n",
    "    }\n",
    "    \n",
    "    itm <- matrix(c(\"均值\", \"方差\", \"标准差\", \"变异系数\", \"偏度\", \"峰度\"), 6, 1)\n",
    "    res <- apply(df, 2, \n",
    "                 function(x) c(mean(x), var(x), sd(x), cv(x), g1(x), g2(x)))\n",
    "    \n",
    "    cbind(itm, res)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "typical-rebate",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A matrix: 6 × 3 of type chr</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col></th><th scope=col>X1</th><th scope=col>X2</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>均值            </td><td>19.1664516129032</td><td>246.193225806452 </td></tr>\n",
       "\t<tr><td>方差            </td><td>392.030750322581</td><td>54275.9982492473 </td></tr>\n",
       "\t<tr><td>标准差      </td><td>19.7997664209096</td><td>232.972097576614 </td></tr>\n",
       "\t<tr><td>变异系数</td><td>1.0330428824697 </td><td>0.946297757842323</td></tr>\n",
       "\t<tr><td>偏度            </td><td>2.51535182567297</td><td>1.91595698889706 </td></tr>\n",
       "\t<tr><td>峰度            </td><td>8.26698939080861</td><td>4.38523271345801 </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A matrix: 6 × 3 of type chr\n",
       "\\begin{tabular}{lll}\n",
       "  & X1 & X2\\\\\n",
       "\\hline\n",
       "\t 均值             & 19.1664516129032 & 246.193225806452 \\\\\n",
       "\t 方差             & 392.030750322581 & 54275.9982492473 \\\\\n",
       "\t 标准差       & 19.7997664209096 & 232.972097576614 \\\\\n",
       "\t 变异系数 & 1.0330428824697  & 0.946297757842323\\\\\n",
       "\t 偏度             & 2.51535182567297 & 1.91595698889706 \\\\\n",
       "\t 峰度             & 8.26698939080861 & 4.38523271345801 \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A matrix: 6 × 3 of type chr\n",
       "\n",
       "| <!----> | X1 | X2 |\n",
       "|---|---|---|\n",
       "| 均值             | 19.1664516129032 | 246.193225806452  |\n",
       "| 方差             | 392.030750322581 | 54275.9982492473  |\n",
       "| 标准差       | 19.7997664209096 | 232.972097576614  |\n",
       "| 变异系数 | 1.0330428824697  | 0.946297757842323 |\n",
       "| 偏度             | 2.51535182567297 | 1.91595698889706  |\n",
       "| 峰度             | 8.26698939080861 | 4.38523271345801  |\n",
       "\n"
      ],
      "text/plain": [
       "                              X1               X2               \n",
       "[1,] \\u5747\\u503c             19.1664516129032 246.193225806452 \n",
       "[2,] \\u65b9\\u5dee             392.030750322581 54275.9982492473 \n",
       "[3,] \\u6807\\u51c6\\u5dee       19.7997664209096 232.972097576614 \n",
       "[4,] \\u53d8\\u5f02\\u7cfb\\u6570 1.0330428824697  0.946297757842323\n",
       "[5,] \\u504f\\u5ea6             2.51535182567297 1.91595698889706 \n",
       "[6,] \\u5cf0\\u5ea6             8.26698939080861 4.38523271345801 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "describes(data[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sorted-woman",
   "metadata": {},
   "source": [
    "### (2) 中位数、上下四分位数、四分位极差"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "noticed-sarah",
   "metadata": {},
   "source": [
    "五数：minimum, lower-hinge, median, upper-hinge, maximum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "laughing-utility",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A matrix: 5 × 2 of type dbl</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>X1</th><th scope=col>X2</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td> 0.770</td><td>   6.080</td></tr>\n",
       "\t<tr><td> 8.265</td><td> 105.350</td></tr>\n",
       "\t<tr><td>14.770</td><td> 179.410</td></tr>\n",
       "\t<tr><td>20.080</td><td> 270.745</td></tr>\n",
       "\t<tr><td>99.320</td><td>1080.260</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A matrix: 5 × 2 of type dbl\n",
       "\\begin{tabular}{ll}\n",
       " X1 & X2\\\\\n",
       "\\hline\n",
       "\t  0.770 &    6.080\\\\\n",
       "\t  8.265 &  105.350\\\\\n",
       "\t 14.770 &  179.410\\\\\n",
       "\t 20.080 &  270.745\\\\\n",
       "\t 99.320 & 1080.260\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A matrix: 5 × 2 of type dbl\n",
       "\n",
       "| X1 | X2 |\n",
       "|---|---|\n",
       "|  0.770 |    6.080 |\n",
       "|  8.265 |  105.350 |\n",
       "| 14.770 |  179.410 |\n",
       "| 20.080 |  270.745 |\n",
       "| 99.320 | 1080.260 |\n",
       "\n"
      ],
      "text/plain": [
       "     X1     X2      \n",
       "[1,]  0.770    6.080\n",
       "[2,]  8.265  105.350\n",
       "[3,] 14.770  179.410\n",
       "[4,] 20.080  270.745\n",
       "[5,] 99.320 1080.260"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fn <- apply(data[-1], 2, fivenum)\n",
    "fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "australian-arctic",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".dl-inline {width: auto; margin:0; padding: 0}\n",
       ".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",
       ".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",
       ".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n",
       "</style><dl class=dl-inline><dt>X1</dt><dd>11.815</dd><dt>X2</dt><dd>165.395</dd></dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[X1] 11.815\n",
       "\\item[X2] 165.395\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "X1\n",
       ":   11.815X2\n",
       ":   165.395\n",
       "\n"
      ],
      "text/plain": [
       "     X1      X2 \n",
       " 11.815 165.395 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 四分位极差\n",
    "R1 <- function(Q3, Q1) Q3 - Q1\n",
    "\n",
    "R1(Q3=fn[4,], Q1=fn[2,])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bronze-promise",
   "metadata": {},
   "source": [
    "### (3) 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fitting-radius",
   "metadata": {},
   "outputs": [],
   "source": [
    "histogram <- function(x, xname=\"x\") {\n",
    "    hist(x, prob=TRUE, main=paste(\"Histogram of\" , xname))\n",
    "    lines(density(x))\n",
    "    rug(x) # show the actual data points\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "collective-williams",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YdWgvTY4RWL2zb4XbzPZGZkuXnkgjE+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\nSdhggw3CLrvsEk455ZTQtWvXCmyFVSRZIOkDpJ7qPB9S19jgK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      "text/plain": [
       "Plot with title “Histogram of X1”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OAAIIIIAAAggEIpD3AqlJ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\nLKzK17p1PEjw3hTHnwWW5mSZ7jvLq259RInv+9Zxyd76vj9Y5sYDEz/2B0v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      "text/plain": [
       "Plot with title “Histogram of X2”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "histogram(X1, \"X1\")\n",
    "histogram(X2, \"X2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fundamental-daniel",
   "metadata": {},
   "source": [
    "### (4) 经验分布函数图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "specialized-postage",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_ecdf <- function(x, xname=\"x\") {\n",
    "    plot(ecdf(x), do.points=FALSE, verticals=TRUE, main=paste(\"ecdf(\" , xname, \")\"))\n",
    "    \n",
    "    xs <- seq(min(x), max(x), 1/sqrt(length(x)))\n",
    "    lines(xs, pnorm(xs, mean=mean(x), sd=sd(x)), lty=3, col=\"red\")\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "tamil-lighter",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VKuzHS2lc8PZPzfjJIsLX557EoSpF/O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\nSUVORK5CYII=",
      "text/plain": [
       "Plot with title “ecdf( X1 )”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ecdf(X1, \"X1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "considerable-jordan",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8o7jlr7n5PL5Tmmsu/CKElgp+VNWbHV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",
      "text/plain": [
       "Plot with title “ecdf( X2 )”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ecdf(X2, \"X2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "prescribed-found",
   "metadata": {},
   "source": [
    "正态QQ图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "medieval-spank",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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T01dowAAQIECBAgQIAAgXkLKJDmLW57BAgQIECAAAECBAh0VkCB1NlTY8cIECBA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",
      "text/plain": [
       "Plot with title “Normal Q-Q Plot”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "qqnorm(X1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "disturbed-research",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HPH3J3/0/4Fu24Nq1+K+1vzC36z/EGZ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EAjfQ5pVJLrW7t0X7n0t91mtXcnncq8iJ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\nBi/wf0DjrCx/rMNEAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Normal Q-Q Plot”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "qqnorm(X2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sound-rider",
   "metadata": {},
   "source": [
    "### (5) $X_1$、$X_2$ 的 Pearson 相关系数与 Spearman 相关系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "emotional-backing",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tPearson's product-moment correlation\n",
       "\n",
       "data:  X1 and X2\n",
       "t = 24.265, df = 29, p-value < 2.2e-16\n",
       "alternative hypothesis: true correlation is not equal to 0\n",
       "95 percent confidence interval:\n",
       " 0.9508176 0.9886055\n",
       "sample estimates:\n",
       "      cor \n",
       "0.9762474 \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cor.test(X1, X2, method=\"pearson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "addressed-shareware",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tSpearman's rank correlation rho\n",
       "\n",
       "data:  X1 and X2\n",
       "S = 358, p-value = 9.781e-09\n",
       "alternative hypothesis: true rho is not equal to 0\n",
       "sample estimates:\n",
       "      rho \n",
       "0.9278226 \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cor.test(X1, X2, method=\"spearman\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "western-crawford",
   "metadata": {},
   "outputs": [],
   "source": [
    "detach(data)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "4.0.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
